Razvoj agenta za igru Frogger

undergraduate thesis

• Title (english): Development of an agent for the game Frogger
• Author: Alan Jerbić
• Mentor: Marko Đurasević (mentor)
• Committee member: Marko Đurasević (predsjednik povjerenstva)
• Committee member: Josip Hrvatić (član povjerenstva)
• Committee member: Ana Barić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-09-10, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Proučiti i opisati pravila igre Frogger. Razviti programski okvir koji omogućuje igra-
nje navedene igre od strane računalno upravljanog agenta. Proučiti i opisati model ne-
uronskih mreža te postupke kojima se one mogu učiti za igranje navedene igre. Proučiti
genetske algoritme i njihovu primjenu za učenje parametara neuronskih mreža. Imple-
mentirati navedeni sustav koji uči agenta temeljenog na neuronskog mreži za igranje
igre Frogger. Ispitati i ocijeniti učinkovitost razvijenih postupaka... More učenja te istaknuti po-
tencijalne načine pomoću kojih se oni mogu poboljšati. Radu priložiti izvorne tekstove
programa, dobivene rezultate uz potrebna objašnjenja i korištenu literaturu Less

Abstract (english)

Study and describe the rules of the game Frogger. Develop a software framework
that enables the game to be played by a computer-controlled agent. Study and describe
the model of neural networks and the methods by which they can be trained to play the
game. Study genetic algorithms and their application for learning the parameters of neu-
ral networks. Implement the mentioned system that trains an agent based on a neural
network to play the game Frogger. Test and evaluate the effectiveness of... More the developed
learning methods and highlight potential ways in which they can be improved. Attach
the source code, obtained results with necessary explanations, and the used literature to
the work. Less

• Keywords: frogger; agent; neuronske mreže
• Keywords (english): frogger; agent; neuron networks
• Language: croatian
• URN:NBN: urn:nbn:hr:168:785864
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2024-10-12 20:56:30